. . . . "Reasoning over User Preferences: Knowledge Graph-Augmented LLMs for Explainable Conversational Recommendations" . . . . . . . . . . . . . . . . . "BARCOR" . . "BERT" . . "https://github.com/icedpanda/COMPASS-official"^^ . . "COMPASS is a novel plug-and-play framework that synergizes LLMs and KGs for explainable conversational recommendations. It employs a two-stage training (graph entity captioning pre-training and knowledge-aware instruction fine-tuning) to bridge the modality gap and enable the LLM to conduct cross-modal reasoning over dialogue histories and KG-augmented contexts to generate interpretable user preference summaries." . "COMPASS (Compact Preference Analyzer and Summarization System)" . . . "DCRS" . . "GPT-2" . . "GPT-4o" . . "KBRD" . . "KGSF" . . "Llama3.1-8B" . . "Llama-Summary" . . "MSCRS" . . "PECRS" . . "ReDial" . . "UniCRS" . . . "2026-02-26T16:18:31.498Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2411.14459" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "QCmNHdEMIMEHQsUboD70myI8FD6MbP/UdxONTHdwd0FCZKHURvLmlskaQ+bLo8URx1kf7cIqYGYGAIpwp+9x9GYXMx9LLfMvYaWpYw288IEcmMhLVEf8CBeG1qS8Aeaj67GEG6i5onGgDHwOKCpMTaLKvL4kDRQAGixAzJz+Bh5MprHAqyes5/93HlXXTJRG+4tdTzKvzARC2wuypQ8gqcGQM4nVydL6hBsSVLfpUh6gAMkdQd0xinfyE+X5V77WIf6RKZAMvYGxmZxEvZR3XmdbzTxXRd6A01xKUe9cfFXxHOx0CmMXPYot9uuoYCWdTBUH8lvo1pj6qpvGlDxsUg==" . . .